Predicting on a 3d data set WITHOUT regression?

I have a 3d data set that I've analyzed using regression, but have decided it's not suitable for what we want. Are there other ways to create a function from 3 variables that can do prediction?

Can you tell us more about the problem and why the regression wasn't suitable?

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